Relatório PGC Scaller - Pandas Profiling

Dataset statistics

Number of variables	43
Number of observations	114
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	38.4 KiB
Average record size in memory	345.1 B

Variable types

BOOL	25
NUM	17
CAT	1

Reproduction

Analysis started	2020-05-14 08:37:29.047263
Analysis finished	2020-05-14 08:38:43.009477
Duration	1 minute and 13.96 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`numSub` is highly correlated with `numPal` and 2 other fields	High correlation
`numPal` is highly correlated with `numSub` and 3 other fields	High correlation
`numVrb` is highly correlated with `numPal` and 2 other fields	High correlation
`numDet` is highly correlated with `numPal` and 3 other fields	High correlation
`numAdv` is highly correlated with `numVrb`	High correlation
`numAdp` is highly correlated with `numPal` and 2 other fields	High correlation
`Mídia` has 81 (71.1%) zeros	Zeros
`Links I.` has 94 (82.5%) zeros	Zeros
`Links E.` has 6 (5.3%) zeros	Zeros
`numPar` has 5 (4.4%) zeros	Zeros
`numNum` has 8 (7.0%) zeros	Zeros
`tamTitulo` has 2 (1.8%) zeros	Zeros

Mídia
Real number (ℝ_≥0)

ZEROS

Distinct count	6
Unique (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.10380116959064328
Minimum	0.0
Maximum	0.9999999999999999
Zeros	81
Zeros (%)	71.1%
Memory size	912.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.1666666667
95-th percentile	0.5583333333
Maximum	1
Range	1
Interquartile range (IQR)	0.1666666667

Descriptive statistics

Standard deviation	0.2072794594
Coefficient of variation (CV)	1.99688944
Kurtosis	6.130033713
Mean	0.1038011696
Median Absolute Deviation (MAD)	0
Skewness	2.43914056
Sum	11.83333333
Variance	0.04296477428

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	81	71.1%
0.1666666667	15	13.2%
0.3333333333	8	7.0%
0.6666666667	4	3.5%
0.5	4	3.5%
1	2	1.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	81	71.1%
0.1666666667	15	13.2%
0.3333333333	8	7.0%
0.5	4	3.5%
0.6666666667	4	3.5%

Value	Count	Frequency (%)
1	2	1.8%
0.6666666667	4	3.5%
0.5	4	3.5%
0.3333333333	8	7.0%
0.1666666667	15	13.2%

SEO
Boolean

Distinct count	2
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

1	96
0	18

Frequency Table

Value	Count	Frequency (%)
1	96	84.2%
0	18	15.8%

Links I.
Real number (ℝ_≥0)

ZEROS

Distinct count	7
Unique (%)	6.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.05639097744360902
Minimum	0.0
Maximum	1.0
Zeros	94
Zeros (%)	82.5%
Memory size	912.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.2857142857
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1608385344
Coefficient of variation (CV)	2.852203344
Kurtosis	17.10719987
Mean	0.05639097744
Median Absolute Deviation (MAD)	0
Skewness	3.902916871
Sum	6.428571429
Variance	0.02586903415

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	94	82.5%
0.1428571429	9	7.9%
0.2857142857	6	5.3%
0.4285714286	2	1.8%
0.7142857143	1	0.9%
0.8571428571	1	0.9%
1	1	0.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	94	82.5%
0.1428571429	9	7.9%
0.2857142857	6	5.3%
0.4285714286	2	1.8%
0.7142857143	1	0.9%

Value	Count	Frequency (%)
1	1	0.9%
0.8571428571	1	0.9%
0.7142857143	1	0.9%
0.4285714286	2	1.8%
0.2857142857	6	5.3%

Links E.
Real number (ℝ_≥0)

ZEROS

Distinct count	24
Unique (%)	21.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.13413078149920254
Minimum	0.0
Maximum	1.0
Zeros	6
Zeros (%)	5.3%
Memory size	912.0 B

Quantile statistics

Minimum	0
5-th percentile	0.01181818182
Q1	0.05454545455
median	0.09090909091
Q3	0.1454545455
95-th percentile	0.4181818182
Maximum	1
Range	1
Interquartile range (IQR)	0.09090909091

Descriptive statistics

Standard deviation	0.1576984756
Coefficient of variation (CV)	1.175706827
Kurtosis	12.37094612
Mean	0.1341307815
Median Absolute Deviation (MAD)	0.05454545455
Skewness	3.193515266
Sum	15.29090909
Variance	0.02486880919

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.09090909091	13	11.4%
0.05454545455	12	10.5%
0.07272727273	12	10.5%
0.03636363636	12	10.5%
0.1090909091	8	7.0%
0.1454545455	8	7.0%
0.01818181818	8	7.0%
0.1272727273	8	7.0%
0	6	5.3%
0.1636363636	5	4.4%
Other values (14)	22	19.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6	5.3%
0.01818181818	8	7.0%
0.03636363636	12	10.5%
0.05454545455	12	10.5%
0.07272727273	12	10.5%

Value	Count	Frequency (%)
1	1	0.9%
0.8363636364	1	0.9%
0.7454545455	1	0.9%
0.5636363636	1	0.9%
0.5090909091	1	0.9%

Complexidade
Categorical

Distinct count	3
Unique (%)	2.6%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

0.5	63
0	34
1	17

Common Values
Length

Value	Count	Frequency (%)
0.5	63	55.3%
0	34	29.8%
1	17	14.9%

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Introdução
Boolean

Distinct count	2
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

1	102
0	12

Frequency Table

Value	Count	Frequency (%)
1	102	89.5%
0	12	10.5%

Analogias
Boolean

Distinct count	2
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

0	98
1	16

Frequency Table

Value	Count	Frequency (%)
0	98	86.0%
1	16	14.0%

Interação
Boolean

Distinct count	2
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

1	86
0	28

Frequency Table

Value	Count	Frequency (%)
1	86	75.4%
0	28	24.6%

Siglas
Boolean

Distinct count	2
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

1	91
0	23

Frequency Table

Value	Count	Frequency (%)
1	91	79.8%
0	23	20.2%

numPal
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	108
Unique (%)	94.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.32210594052699315
Minimum	0.0
Maximum	1.0
Zeros	1
Zeros (%)	0.9%
Memory size	912.0 B

Quantile statistics

Minimum	0
5-th percentile	0.0740990991
Q1	0.1449485199
median	0.2715572716
Q3	0.4475546976
95-th percentile	0.7150900901
Maximum	1
Range	1
Interquartile range (IQR)	0.3026061776

Descriptive statistics

Standard deviation	0.2162244715
Coefficient of variation (CV)	0.6712837124
Kurtosis	0.3037093515
Mean	0.3221059405
Median Absolute Deviation (MAD)	0.1447876448
Skewness	0.8874607834
Sum	36.72007722
Variance	0.04675302209

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.09137709138	3	2.6%
0.3056628057	2	1.8%
0.4568854569	2	1.8%
0.1267696268	2	1.8%
0.3513513514	2	1.8%
0.2593307593	1	0.9%
0.5637065637	1	0.9%
0.6537966538	1	0.9%
0.5958815959	1	0.9%
0.0888030888	1	0.9%
Other values (98)	98	86.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.9%
0.02123552124	1	0.9%
0.04375804376	1	0.9%
0.05727155727	1	0.9%
0.06241956242	1	0.9%

Value	Count	Frequency (%)
1	1	0.9%
0.9646074646	1	0.9%
0.8037323037	1	0.9%
0.7966537967	1	0.9%
0.7323037323	1	0.9%

numPar
Real number (ℝ_≥0)

ZEROS

Distinct count	25
Unique (%)	21.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.18114035087719296
Minimum	0.0
Maximum	1.0
Zeros	5
Zeros (%)	4.4%
Memory size	912.0 B

Quantile statistics

Minimum	0
5-th percentile	0.025
Q1	0.05
median	0.125
Q3	0.275
95-th percentile	0.4925
Maximum	1
Range	1
Interquartile range (IQR)	0.225

Descriptive statistics

Standard deviation	0.1714578757
Coefficient of variation (CV)	0.9465471103
Kurtosis	4.504634068
Mean	0.1811403509
Median Absolute Deviation (MAD)	0.1
Skewness	1.775819833
Sum	20.65
Variance	0.02939780314

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.025	16	14.0%
0.125	14	12.3%
0.05	11	9.6%
0.075	9	7.9%
0.1	9	7.9%
0.225	6	5.3%
0.275	5	4.4%
0.3	5	4.4%
0	5	4.4%
0.325	4	3.5%
Other values (15)	30	26.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5	4.4%
0.025	16	14.0%
0.05	11	9.6%
0.075	9	7.9%
0.1	9	7.9%

Value	Count	Frequency (%)
1	1	0.9%
0.725	1	0.9%
0.675	1	0.9%
0.55	2	1.8%
0.525	1	0.9%

numSub
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	94
Unique (%)	82.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.28988010566957934
Minimum	0.0
Maximum	1.0
Zeros	1
Zeros (%)	0.9%
Memory size	912.0 B

Quantile statistics

Minimum	0
5-th percentile	0.05144787645
Q1	0.125
median	0.2480694981
Q3	0.4054054054
95-th percentile	0.6835907336
Maximum	1
Range	1
Interquartile range (IQR)	0.2804054054

Descriptive statistics

Standard deviation	0.2088849697
Coefficient of variation (CV)	0.7205909119
Kurtosis	0.804574093
Mean	0.2898801057
Median Absolute Deviation (MAD)	0.1332046332
Skewness	1.034063949
Sum	33.04633205
Variance	0.04363293056

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.08301158301	3	2.6%
0.5501930502	3	2.6%
0.1911196911	3	2.6%
0.05791505792	3	2.6%
0.2104247104	3	2.6%
0.4092664093	3	2.6%
0.2200772201	2	1.8%
0.2876447876	2	1.8%
0.09073359073	2	1.8%
0.05598455598	2	1.8%
Other values (84)	88	77.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.9%
0.02123552124	1	0.9%
0.02316602317	1	0.9%
0.04054054054	1	0.9%
0.04826254826	1	0.9%

Value	Count	Frequency (%)
1	1	0.9%
0.8822393822	1	0.9%
0.8127413127	1	0.9%
0.7895752896	1	0.9%
0.7799227799	1	0.9%

numAdj
Real number (ℝ_≥0)

Distinct count	57
Unique (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.33293820135925395
Minimum	0.0
Maximum	1.0
Zeros	1
Zeros (%)	0.9%
Memory size	912.0 B

Quantile statistics

Minimum	0
5-th percentile	0.06891891892
Q1	0.1734234234
median	0.2792792793
Q3	0.4684684685
95-th percentile	0.8108108108
Maximum	1
Range	1
Interquartile range (IQR)	0.295045045

Descriptive statistics

Standard deviation	0.2163171465
Coefficient of variation (CV)	0.649721617
Kurtosis	0.6579722893
Mean	0.3329382014
Median Absolute Deviation (MAD)	0.1576576577
Skewness	0.9354386619
Sum	37.95495495
Variance	0.04679310789

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.1081081081	7	6.1%
0.2162162162	5	4.4%
0.1981981982	5	4.4%
0.2342342342	5	4.4%
0.4234234234	5	4.4%
0.5135135135	4	3.5%
0.4774774775	4	3.5%
0.8108108108	3	2.6%
0.4594594595	3	2.6%
0.0990990991	3	2.6%
Other values (47)	70	61.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.9%
0.04504504505	2	1.8%
0.05405405405	2	1.8%
0.06306306306	1	0.9%
0.07207207207	2	1.8%

Value	Count	Frequency (%)
1	1	0.9%
0.972972973	1	0.9%
0.9189189189	1	0.9%
0.8468468468	1	0.9%
0.8108108108	3	2.6%

numVrb
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	83
Unique (%)	72.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.27846708024814887
Minimum	0.0
Maximum	0.9999999999999999
Zeros	1
Zeros (%)	0.9%
Memory size	912.0 B

Quantile statistics

Minimum	0
5-th percentile	0.05190114068
Q1	0.1368821293
median	0.2414448669
Q3	0.3935361217
95-th percentile	0.6199619772
Maximum	1
Range	1
Interquartile range (IQR)	0.2566539924

Descriptive statistics

Standard deviation	0.1888550136
Coefficient of variation (CV)	0.6781951155
Kurtosis	1.059146551
Mean	0.2784670802
Median Absolute Deviation (MAD)	0.1197718631
Skewness	1.035328565
Sum	31.74524715
Variance	0.03566621618

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.1977186312	4	3.5%
0.5475285171	4	3.5%
0.1520912548	4	3.5%
0.1558935361	3	2.6%
0.3954372624	3	2.6%
0.2661596958	3	2.6%
0.2053231939	2	1.8%
0.5323193916	2	1.8%
0.06463878327	2	1.8%
0.2357414449	2	1.8%
Other values (73)	85	74.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.9%
0.02661596958	1	0.9%
0.03041825095	2	1.8%
0.04182509506	1	0.9%
0.04942965779	1	0.9%

Value	Count	Frequency (%)
1	1	0.9%
0.7794676806	1	0.9%
0.6882129278	1	0.9%
0.6844106464	1	0.9%
0.6615969582	1	0.9%

numNEs
Real number (ℝ_≥0)

Distinct count	70
Unique (%)	61.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.16950270412874294
Minimum	0.0
Maximum	1.0
Zeros	1
Zeros (%)	0.9%
Memory size	912.0 B

Quantile statistics

Minimum	0
5-th percentile	0.01503759398
Q1	0.04229323308
median	0.09962406015
Q3	0.2359022556
95-th percentile	0.4642857143
Maximum	1
Range	1
Interquartile range (IQR)	0.1936090226

Descriptive statistics

Standard deviation	0.1786284575
Coefficient of variation (CV)	1.053838394
Kurtosis	5.248303806
Mean	0.1695027041
Median Absolute Deviation (MAD)	0.06954887218
Skewness	2.012569004
Sum	19.32330827
Variance	0.03190812584

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.03759398496	7	6.1%
0.03007518797	5	4.4%
0.01879699248	4	3.5%
0.2180451128	3	2.6%
0.0977443609	3	2.6%
0.06015037594	3	2.6%
0.01503759398	3	2.6%
0.09022556391	3	2.6%
0.06766917293	3	2.6%
0.04887218045	3	2.6%
Other values (60)	77	67.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.9%
0.003759398496	1	0.9%
0.007518796992	1	0.9%
0.01127819549	2	1.8%
0.01503759398	3	2.6%

Value	Count	Frequency (%)
1	1	0.9%
0.8458646617	1	0.9%
0.7631578947	1	0.9%
0.537593985	1	0.9%
0.492481203	1	0.9%

numDet
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	71
Unique (%)	62.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.37809011164274325
Minimum	0.0
Maximum	1.0
Zeros	1
Zeros (%)	0.9%
Memory size	912.0 B

Quantile statistics

Minimum	0
5-th percentile	0.07755681818
Q1	0.1732954545
median	0.3267045455
Q3	0.5170454545
95-th percentile	0.8599431818
Maximum	1
Range	1
Interquartile range (IQR)	0.34375

Descriptive statistics

Standard deviation	0.2492149924
Coefficient of variation (CV)	0.6591417885
Kurtosis	-0.4038583686
Mean	0.3780901116
Median Absolute Deviation (MAD)	0.1789772727
Skewness	0.7391354662
Sum	43.10227273
Variance	0.06210811245

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.1477272727	5	4.4%
0.3011363636	5	4.4%
0.1136363636	4	3.5%
0.8636363636	4	3.5%
0.2784090909	4	3.5%
0.3295454545	3	2.6%
0.3636363636	3	2.6%
0.2329545455	3	2.6%
0.8522727273	3	2.6%
0.06818181818	3	2.6%
Other values (61)	77	67.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.9%
0.05681818182	1	0.9%
0.06818181818	3	2.6%
0.07386363636	1	0.9%
0.07954545455	2	1.8%

Value	Count	Frequency (%)
1	2	1.8%
0.8636363636	4	3.5%
0.8579545455	1	0.9%
0.8522727273	3	2.6%
0.8238636364	1	0.9%

numConj
Real number (ℝ_≥0)

Distinct count	43
Unique (%)	37.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2842348927875244
Minimum	0.0
Maximum	1.0
Zeros	1
Zeros (%)	0.9%
Memory size	912.0 B

Quantile statistics

Minimum	0
5-th percentile	0.05555555556
Q1	0.1423611111
median	0.2222222222
Q3	0.3854166667
95-th percentile	0.6770833333
Maximum	1
Range	1
Interquartile range (IQR)	0.2430555556

Descriptive statistics

Standard deviation	0.1987356571
Coefficient of variation (CV)	0.6991951452
Kurtosis	1.70063152
Mean	0.2842348928
Median Absolute Deviation (MAD)	0.09722222222
Skewness	1.306531005
Sum	32.40277778
Variance	0.03949586141

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.1527777778	7	6.1%
0.1388888889	7	6.1%
0.2777777778	6	5.3%
0.4166666667	6	5.3%
0.2638888889	5	4.4%
0.1111111111	5	4.4%
0.1805555556	5	4.4%
0.2083333333	5	4.4%
0.06944444444	5	4.4%
0.04166666667	4	3.5%
Other values (33)	59	51.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.9%
0.04166666667	4	3.5%
0.05555555556	2	1.8%
0.06944444444	5	4.4%
0.09722222222	3	2.6%

Value	Count	Frequency (%)
1	1	0.9%
0.9027777778	1	0.9%
0.8611111111	1	0.9%
0.7638888889	1	0.9%
0.7361111111	1	0.9%

numAdv
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	59
Unique (%)	51.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2935334203276787
Minimum	0.0
Maximum	1.0
Zeros	1
Zeros (%)	0.9%
Memory size	912.0 B

Quantile statistics

Minimum	0
5-th percentile	0.05495867769
Q1	0.132231405
median	0.2561983471
Q3	0.3801652893
95-th percentile	0.6623966942
Maximum	1
Range	1
Interquartile range (IQR)	0.2479338843

Descriptive statistics

Standard deviation	0.201803883
Coefficient of variation (CV)	0.6874988297
Kurtosis	0.9507502765
Mean	0.2935334203
Median Absolute Deviation (MAD)	0.1239669421
Skewness	1.040253032
Sum	33.46280992
Variance	0.04072480718

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.09917355372	5	4.4%
0.1652892562	5	4.4%
0.2479338843	5	4.4%
0.1239669421	4	3.5%
0.3553719008	4	3.5%
0.5867768595	3	2.6%
0.2727272727	3	2.6%
0.3801652893	3	2.6%
0.2975206612	3	2.6%
0.3140495868	3	2.6%
Other values (49)	76	66.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.9%
0.00826446281	1	0.9%
0.03305785124	2	1.8%
0.04132231405	1	0.9%
0.04958677686	1	0.9%

Value	Count	Frequency (%)
1	1	0.9%
0.8347107438	1	0.9%
0.7933884298	3	2.6%
0.7107438017	1	0.9%
0.6363636364	1	0.9%

numAdp
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	80
Unique (%)	70.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.33509490940465914
Minimum	0.0
Maximum	1.0
Zeros	1
Zeros (%)	0.9%
Memory size	912.0 B

Quantile statistics

Minimum	0
5-th percentile	0.07786885246
Q1	0.1680327869
median	0.2868852459
Q3	0.4518442623
95-th percentile	0.7616803279
Maximum	1
Range	1
Interquartile range (IQR)	0.2838114754

Descriptive statistics

Standard deviation	0.2208719883
Coefficient of variation (CV)	0.6591326281
Kurtosis	0.5134896061
Mean	0.3350949094
Median Absolute Deviation (MAD)	0.1516393443
Skewness	0.9699515946
Sum	38.20081967
Variance	0.04878443522

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.25	4	3.5%
0.1803278689	4	3.5%
0.09836065574	4	3.5%
0.07786885246	3	2.6%
0.1885245902	3	2.6%
0.06967213115	3	2.6%
0.1147540984	3	2.6%
0.1352459016	3	2.6%
0.2868852459	3	2.6%
0.3032786885	2	1.8%
Other values (70)	82	71.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.9%
0.04098360656	1	0.9%
0.06967213115	3	2.6%
0.07786885246	3	2.6%
0.08196721311	1	0.9%

Value	Count	Frequency (%)
1	1	0.9%
0.987704918	1	0.9%
0.9467213115	1	0.9%
0.8073770492	1	0.9%
0.8032786885	1	0.9%

numNum
Real number (ℝ_≥0)

ZEROS

Distinct count	33
Unique (%)	28.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1650375939849624
Minimum	0.0
Maximum	1.0
Zeros	8
Zeros (%)	7.0%
Memory size	912.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.04285714286
median	0.1142857143
Q3	0.1857142857
95-th percentile	0.5485714286
Maximum	1
Range	1
Interquartile range (IQR)	0.1428571429

Descriptive statistics

Standard deviation	0.1870861719
Coefficient of variation (CV)	1.133597306
Kurtosis	4.985246714
Mean	0.165037594
Median Absolute Deviation (MAD)	0.07142857143
Skewness	2.140099055
Sum	18.81428571
Variance	0.03500123571

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.02857142857	10	8.8%
0.1	10	8.8%
0.01428571429	9	7.9%
0	8	7.0%
0.1428571429	8	7.0%
0.1285714286	7	6.1%
0.1142857143	6	5.3%
0.07142857143	5	4.4%
0.1714285714	5	4.4%
0.04285714286	5	4.4%
Other values (23)	41	36.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8	7.0%
0.01428571429	9	7.9%
0.02857142857	10	8.8%
0.04285714286	5	4.4%
0.05714285714	4	3.5%

Value	Count	Frequency (%)
1	1	0.9%
0.8142857143	1	0.9%
0.7428571429	1	0.9%
0.7285714286	1	0.9%
0.6714285714	1	0.9%

Pergunta
Boolean

Distinct count	2
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

0	70
1	44

Frequency Table

Value	Count	Frequency (%)
0	70	61.4%
1	44	38.6%

tamParagraf
Real number (ℝ_≥0)

Distinct count	105
Unique (%)	92.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.403849981517814
Minimum	0.0
Maximum	1.0
Zeros	1
Zeros (%)	0.9%
Memory size	912.0 B

Quantile statistics

Minimum	0
5-th percentile	0.07277147488
Q1	0.2313614263
median	0.4108589951
Q3	0.5421393841
95-th percentile	0.7739059968
Maximum	1
Range	1
Interquartile range (IQR)	0.3107779579

Descriptive statistics

Standard deviation	0.2162254215
Coefficient of variation (CV)	0.5354102548
Kurtosis	-0.4555053152
Mean	0.4038499815
Median Absolute Deviation (MAD)	0.1653160454
Skewness	0.2388369147
Sum	46.03889789
Variance	0.04675343291

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.4683954619	4	3.5%
0.2771474878	2	1.8%
0.4878444084	2	1.8%
0.1118314425	2	1.8%
0.3030794165	2	1.8%
0.1993517018	2	1.8%
0.4943273906	2	1.8%
0.6337115073	1	0.9%
0.1021069692	1	0.9%
0.5623987034	1	0.9%
Other values (95)	95	83.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.9%
0.01458670989	1	0.9%
0.01944894652	1	0.9%
0.02106969206	1	0.9%
0.05348460292	1	0.9%

Value	Count	Frequency (%)
1	1	0.9%
0.8395461912	1	0.9%
0.8330632091	1	0.9%
0.8314424635	1	0.9%
0.811993517	1	0.9%

tamTitulo
Real number (ℝ_≥0)

ZEROS

Distinct count	53
Unique (%)	46.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.40622389306599826
Minimum	0.0
Maximum	0.9999999999999999
Zeros	2
Zeros (%)	1.8%
Memory size	912.0 B

Quantile statistics

Minimum	0
5-th percentile	0.1464285714
Q1	0.2380952381
median	0.369047619
Q3	0.5357142857
95-th percentile	0.7619047619
Maximum	1
Range	1
Interquartile range (IQR)	0.2976190476

Descriptive statistics

Standard deviation	0.2038052577
Coefficient of variation (CV)	0.5017067218
Kurtosis	-0.2591127756
Mean	0.4062238931
Median Absolute Deviation (MAD)	0.1547619048
Skewness	0.4549845528
Sum	46.30952381
Variance	0.04153658306

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.3571428571	6	5.3%
0.3452380952	5	4.4%
0.4523809524	5	4.4%
0.1785714286	5	4.4%
0.5357142857	5	4.4%
0.2142857143	4	3.5%
0.4166666667	4	3.5%
0.3928571429	4	3.5%
0.2380952381	4	3.5%
0.2857142857	3	2.6%
Other values (43)	69	60.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	1.8%
0.04761904762	1	0.9%
0.08333333333	1	0.9%
0.09523809524	1	0.9%
0.130952381	1	0.9%

Value	Count	Frequency (%)
1	1	0.9%
0.8452380952	2	1.8%
0.7976190476	2	1.8%
0.7619047619	2	1.8%
0.75	1	0.9%

Dias
Real number (ℝ_≥0)

Distinct count	113
Unique (%)	99.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.550298916080009
Minimum	0.0
Maximum	1.0
Zeros	1
Zeros (%)	0.9%
Memory size	912.0 B

Quantile statistics

Minimum	0
5-th percentile	0.06297770701
Q1	0.2925955414
median	0.5684713376
Q3	0.8296178344
95-th percentile	0.9300159236
Maximum	1
Range	1
Interquartile range (IQR)	0.537022293

Descriptive statistics

Standard deviation	0.3007203354
Coefficient of variation (CV)	0.5464672502
Kurtosis	-1.294645202
Mean	0.5502989161
Median Absolute Deviation (MAD)	0.2675159236
Skewness	-0.2374462067
Sum	62.73407643
Variance	0.09043272014

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.6687898089	2	1.8%
0.4458598726	1	0.9%
0.7133757962	1	0.9%
0.2340764331	1	0.9%
0.04458598726	1	0.9%
0.2675159236	1	0.9%
0.7579617834	1	0.9%
0.1114649682	1	0.9%
0.7866242038	1	0.9%
0.1449044586	1	0.9%
Other values (103)	103	90.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.9%
0.01114649682	1	0.9%
0.02229299363	1	0.9%
0.03343949045	1	0.9%
0.04458598726	1	0.9%

Value	Count	Frequency (%)
1	1	0.9%
0.9872611465	1	0.9%
0.9856687898	1	0.9%
0.9808917197	1	0.9%
0.9363057325	1	0.9%

categoria-ABC da ciência
Boolean

Distinct count	2
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

0	110
1	4

Frequency Table

Value	Count	Frequency (%)
0	110	96.5%
1	4	3.5%

categoria-Ciência Pop
Boolean

Distinct count	2
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

0	109
1	5

Frequency Table

Value	Count	Frequency (%)
0	109	95.6%
1	5	4.4%

categoria-Ciência ao redor
Boolean

Distinct count	2
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

0	73
1	41

Frequency Table

Value	Count	Frequency (%)
0	73	64.0%
1	41	36.0%

categoria-O que que a ciência tem?
Boolean

Distinct count	2
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

0	78
1	36

Frequency Table

Value	Count	Frequency (%)
0	78	68.4%
1	36	31.6%

categoria-Outros
Boolean

Distinct count	2
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

0	108
1	6

Frequency Table

Value	Count	Frequency (%)
0	108	94.7%
1	6	5.3%

categoria-Profissão Cientista
Boolean

Distinct count	2
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

0	101
1	13

Frequency Table

Value	Count	Frequency (%)
0	101	88.6%
1	13	11.4%

categoria-Sci… what?
Boolean

Distinct count	2
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

0	107
1	7

Frequency Table

Value	Count	Frequency (%)
0	107	93.9%
1	7	6.1%

categoria-Você disse ciência?
Boolean

Distinct count	2
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

0	112
1	2

Frequency Table

Value	Count	Frequency (%)
0	112	98.2%
1	2	1.8%

área-Astronomia
Boolean

Distinct count	2
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

0	107
1	7

Frequency Table

Value	Count	Frequency (%)
0	107	93.9%
1	7	6.1%

área-Atualidades
Boolean

Distinct count	2
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

0	112
1	2

Frequency Table

Value	Count	Frequency (%)
0	112	98.2%
1	2	1.8%

área-Biologia
Boolean

Distinct count	2
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

0	96
1	18

Frequency Table

Value	Count	Frequency (%)
0	96	84.2%
1	18	15.8%

área-Ciência
Boolean

Distinct count	2
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

0	94
1	20

Frequency Table

Value	Count	Frequency (%)
0	94	82.5%
1	20	17.5%

área-Física
Boolean

Distinct count	2
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

0	99
1	15

Frequency Table

Value	Count	Frequency (%)
0	99	86.8%
1	15	13.2%

área-História
Boolean

Distinct count	2
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

0	103
1	11

Frequency Table

Value	Count	Frequency (%)
0	103	90.4%
1	11	9.6%

área-Matemática
Boolean

Distinct count	2
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

0	109
1	5

Frequency Table

Value	Count	Frequency (%)
0	109	95.6%
1	5	4.4%

área-Medicina
Boolean

Distinct count	2
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

0	104
1	10

Frequency Table

Value	Count	Frequency (%)
0	104	91.2%
1	10	8.8%

área-Psicologia
Boolean

Distinct count	2
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

0	110
1	4

Frequency Table

Value	Count	Frequency (%)
0	110	96.5%
1	4	3.5%

área-Química
Boolean

Distinct count	2
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

0	94
1	20

Frequency Table

Value	Count	Frequency (%)
0	94	82.5%
1	20	17.5%

área-Tecnologia
Boolean

Distinct count	2
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	912.0 B

0	112
1	2

Frequency Table

Value	Count	Frequency (%)
0	112	98.2%
1	2	1.8%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	Mídia	SEO	Links E.	Complexidade	Introdução	Analogias	Interação	Siglas	numPal	numPar	numSub	numAdj	numVrb	numNEs	numDet	numConj	numAdv	numAdp	numNum	Pergunta	tamParagraf	tamTitulo	Dias	categoria-ABC da ciência	categoria-Ciência ao redor	categoria-O que que a ciência tem?	categoria-Outros	categoria-Profissão Cientista	categoria-Sci… what?	área-Astronomia	área-Biologia	área-Ciência	área-Física	área-Química	área-Tecnologia
0	0.000000	0.0	0.036364	0.0	1.0	0.0	1.0	1.0	0.091377	0.075	0.123552	0.144144	0.064639	0.165414	0.079545	0.097222	0.074380	0.098361	0.057143	1.0	0.222042	0.392857	1.000000	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0	0.0	0.0	0.0
1	0.166667	1.0	0.054545	0.0	1.0	0.0	1.0	0.0	0.211712	0.300	0.289575	0.207207	0.136882	0.285714	0.232955	0.263889	0.057851	0.241803	0.114286	0.0	0.053485	0.178571	0.987261	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0	0.0
2	1.000000	1.0	0.509091	0.5	1.0	1.0	1.0	0.0	0.456885	0.675	0.480695	0.252252	0.486692	0.398496	0.528409	0.347222	0.388430	0.438525	0.228571	1.0	0.014587	0.690476	0.985669	0.0	0.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0
3	0.000000	1.0	0.054545	0.5	1.0	1.0	1.0	0.0	0.076577	0.000	0.090734	0.054054	0.072243	0.063910	0.068182	0.138889	0.033058	0.135246	0.057143	0.0	0.555916	0.154762	0.980892	0.0	0.0	0.0	0.0	0.0	1.0	0.0	1.0	0.0	0.0	0.0	0.0
4	0.000000	1.0	0.000000	1.0	0.0	0.0	0.0	1.0	0.227799	0.175	0.297297	0.234234	0.117871	0.312030	0.250000	0.194444	0.115702	0.336066	0.200000	0.0	0.273906	0.583333	0.936306	0.0	0.0	0.0	0.0	0.0	1.0	0.0	0.0	0.0	0.0	1.0	0.0
5	0.000000	1.0	0.145455	0.5	1.0	1.0	1.0	0.0	0.126770	0.075	0.083012	0.099099	0.110266	0.090226	0.147727	0.041667	0.123967	0.135246	0.242857	0.0	0.260940	0.297619	0.933121	0.0	0.0	0.0	0.0	0.0	1.0	0.0	1.0	0.0	0.0	0.0	0.0
6	0.000000	1.0	0.054545	1.0	1.0	0.0	1.0	1.0	0.126770	0.025	0.133205	0.108108	0.121673	0.067669	0.147727	0.152778	0.074380	0.163934	0.000000	1.0	0.487844	0.345238	0.928344	0.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0	0.0
7	0.000000	1.0	0.127273	1.0	0.0	0.0	0.0	1.0	0.091377	0.025	0.057915	0.000000	0.114068	0.030075	0.147727	0.111111	0.082645	0.127049	0.100000	1.0	0.345219	0.535714	0.925159	0.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0	0.0
8	0.000000	0.0	0.000000	1.0	1.0	1.0	1.0	0.0	0.240669	0.075	0.216216	0.099099	0.235741	0.037594	0.386364	0.152778	0.239669	0.286885	0.000000	1.0	0.497569	0.285714	0.921975	0.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0	0.0	0.0
9	0.166667	1.0	0.018182	0.5	1.0	0.0	1.0	0.0	0.595882	0.350	0.596525	0.504505	0.441065	0.451128	0.704545	0.250000	0.545455	0.651639	0.100000	0.0	0.335494	0.761905	0.920382	0.0	0.0	0.0	0.0	1.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0

Last rows

	Mídia	SEO	Links I.	Links E.	Complexidade	Introdução	Analogias	Interação	Siglas	numPal	numPar	numSub	numAdj	numVrb	numNEs	numDet	numConj	numAdv	numAdp	numNum	Pergunta	tamParagraf	tamTitulo	Dias	categoria-Ciência ao redor	categoria-O que que a ciência tem?	categoria-Outros	categoria-Profissão Cientista	área-Biologia	área-Ciência	área-História	área-Matemática	área-Química	área-Tecnologia
104	0.000000	0.0	0.000000	0.036364	0.5	1.0	0.0	1.0	1.0	0.232304	0.150	0.193050	0.180180	0.197719	0.041353	0.357955	0.069444	0.272727	0.250000	0.142857	1.0	0.243112	0.571429	0.089172	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0	0.0
105	0.333333	1.0	0.714286	0.745455	0.5	1.0	1.0	1.0	0.0	0.653797	0.525	0.598456	0.639640	0.547529	0.229323	0.636364	0.458333	0.495868	0.651639	0.728571	0.0	0.197731	0.273810	0.087580	1.0	0.0	0.0	0.0	0.0	1.0	0.0	0.0	0.0	0.0
106	0.000000	1.0	0.000000	0.236364	0.5	1.0	0.0	1.0	1.0	0.150579	0.100	0.065637	0.198198	0.212928	0.026316	0.159091	0.222222	0.247934	0.106557	0.014286	1.0	0.277147	0.321429	0.078025	0.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0
107	0.000000	1.0	0.285714	0.236364	0.0	1.0	0.0	1.0	0.0	0.519949	0.125	0.333977	0.657658	0.547529	0.176692	0.511364	0.625000	0.471074	0.434426	0.671429	0.0	0.839546	0.428571	0.066879	0.0	0.0	1.0	0.0	0.0	1.0	0.0	0.0	0.0	0.0
108	0.333333	1.0	0.000000	0.054545	0.5	1.0	0.0	1.0	1.0	0.504505	0.275	0.409266	0.612613	0.448669	0.109023	0.681818	0.569444	0.338843	0.442623	0.171429	0.0	0.384117	0.166667	0.055732	0.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0	0.0
109	0.166667	1.0	0.000000	0.181818	0.5	0.0	0.0	0.0	1.0	0.231660	0.125	0.210425	0.477477	0.152091	0.097744	0.346591	0.388889	0.148760	0.180328	0.057143	0.0	0.397083	0.226190	0.044586	0.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0	0.0
110	0.000000	1.0	0.000000	0.145455	0.5	1.0	1.0	1.0	1.0	0.376448	0.550	0.220077	0.522523	0.376426	0.041353	0.437500	0.305556	0.380165	0.221311	0.814286	1.0	0.000000	0.357143	0.033439	0.0	1.0	0.0	0.0	0.0	0.0	0.0	1.0	0.0	0.0
111	0.000000	1.0	0.000000	0.109091	0.5	1.0	0.0	1.0	1.0	0.288932	0.075	0.235521	0.423423	0.304183	0.015038	0.301136	0.152778	0.314050	0.278689	0.000000	0.0	0.719611	0.178571	0.022293	1.0	0.0	0.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0
112	0.166667	1.0	0.142857	0.090909	0.5	1.0	0.0	1.0	1.0	0.260618	0.100	0.210425	0.189189	0.243346	0.124060	0.414773	0.208333	0.247934	0.262295	0.185714	1.0	0.468395	0.523810	0.011146	0.0	0.0	0.0	1.0	0.0	0.0	1.0	0.0	0.0	0.0
113	0.000000	1.0	0.000000	0.072727	0.5	1.0	0.0	1.0	1.0	0.357786	0.375	0.249035	0.288288	0.304183	0.120301	0.426136	0.208333	0.289256	0.307377	1.000000	0.0	0.102107	0.619048	0.000000	0.0	1.0	0.0	0.0	0.0	0.0	0.0	1.0	0.0	0.0

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows